Personal Productivity medium to set up

Meeting Summaries And Task Extractor

When a Fireflies.ai meeting ends, it summarizes the transcript via Gemini and posts the recap to Slack while creating tasks in ClickUp.

Verified 2026-07-07

Ops-ITDeveloper-Engineering

What it does

Get meeting recaps and organized task lists instantly after your Fireflies.ai calls end. You receive a concise summary posted to Slack while action items are automatically created as tasks in ClickUp using Google Gemini.

How it works

When it runs: Triggered by an event · Event · on meeting transcription complete
How hands-off: Assists you, you do the final step
Setup: An afternoon · about an afternoon
Works with: Fireflies.ai, Google Gemini Chat Model, Code, Slack, ClickUp

Tools that fit

Services

Fireflies.ai : Trigger and transcript retrieval

Slack : Posting meeting summaries

ClickUp : Creating action item tasks

LLM

Google Gemini Chat Model : Summarization and action item extraction

api

Code : Pre-processing and JSON formatting

Watch out for

Transcripts can exceed token limits so you must implement chunking or summarization strategies before sending data to the LLM.
Slack API rate limits may block rapid posting so add exponential backoff logic to handle retry scenarios gracefully.
ClickUp task creation might fail if assignee IDs are missing so validate user mappings against your organization's directory beforehand.
Webhook signatures can be spoofed so verify the Fireflies secret signature on every incoming request to ensure security.

Seen in the wild

n8n: Fireflies Transcripts to Meeting Summaries & Task Extractor to Slack & Clic template

Want this running in your business?

This is what I do. I design and build AI agents like this one, and keep them running. If you want it set up for your team instead of doing it yourself, get in touch.

Get in touch

Who it's for

Built for Ops-IT teams who need one more recurring task off a human's plate.

Developers can adapt this to their own repo or ticket queue with the same trigger and tools.

Frequently asked questions

Who is this for?

ops and IT teams and developers and engineers, or anyone doing personal productivity work who wants this handled automatically rather than manually.

How long does it take to set up?

An afternoon: plan for about an afternoon to get it running end to end.

Related use cases

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